{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Resizing images to make them smaller to download"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--2021-11-09 15:08:12--  https://storage.googleapis.com/food-vision-image-playground/10_whole_foods.zip\n",
      "Resolving storage.googleapis.com (storage.googleapis.com)... 142.250.71.80, 172.217.24.48, 172.217.167.112, ...\n",
      "Connecting to storage.googleapis.com (storage.googleapis.com)|142.250.71.80|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 1408231082 (1.3G) [application/zip]\n",
      "Saving to: '10_whole_foods.zip’\n",
      "\n",
      "10_whole_foods.zip  100%[===================>]   1.31G  11.9MB/s    in 1m 54s  \n",
      "\n",
      "2021-11-09 15:10:07 (11.8 MB/s) - '10_whole_foods.zip’ saved [1408231082/1408231082]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "!wget https://storage.googleapis.com/food-vision-image-playground/10_whole_foods.zip\n",
    "!unzip -q 10_whole_foods.zip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "import os\n",
    "import pathlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       " PosixPath('10_whole_foods/train/chicken_wings/a6ff49a6-ad2a-4cfc-a080-124ab350a530.jpg'),\n",
       " PosixPath('10_whole_foods/train/chicken_wings/2c2d0eac-6b08-4c72-a2e8-258b191c0252.jpg'),\n",
       " PosixPath('10_whole_foods/train/chicken_wings/b9da624a-9f5c-4bb2-baa6-521783588205.jpg'),\n",
       " PosixPath('10_whole_foods/train/chicken_wings/3b191f97-0b37-472c-88b9-9004a2247f3b.jpg'),\n",
       " PosixPath('10_whole_foods/train/chicken_wings/4e07e51a-611f-43ee-b044-c0dc385be392.jpg'),\n",
       " PosixPath('10_whole_foods/train/chicken_wings/d68dc466-d233-4fd4-b658-cbac75acf023.jpg'),\n",
       " PosixPath('10_whole_foods/train/chicken_wings/d6e5ad90-013c-46b2-9ccb-f33ef7b28f61.jpg'),\n",
       " PosixPath('10_whole_foods/train/chicken_wings/fcb4b348-9088-4754-8f77-a6702649fda9.jpg'),\n",
       " PosixPath('10_whole_foods/train/chicken_wings/3541f970-548f-46a7-a0f6-fb3af367bba8.jpg'),\n",
       " PosixPath('10_whole_foods/train/chicken_wings/bee4fa29-cd6d-4feb-b1c3-5cbf3557b689.jpg'),\n",
       " PosixPath('10_whole_foods/train/chicken_wings/d81fc430-630f-4a3c-937d-ed8d350d00c1.jpg'),\n",
       " PosixPath('10_whole_foods/train/chicken_wings/e646e512-a93b-4c05-a75f-aab1d4b4bb3d.jpg'),\n",
       " PosixPath('10_whole_foods/train/chicken_wings/0c4afa01-91fb-43f2-be0a-b0e55c0d407a.jpg'),\n",
       " PosixPath('10_whole_foods/train/chicken_wings/cf0aba9a-0d3f-47e8-9420-78597cfd0a8d.jpg'),\n",
       " PosixPath('10_whole_foods/train/chicken_wings/6dcad646-8a5c-44fa-a5b6-d24cae2422a5.jpg'),\n",
       " PosixPath('10_whole_foods/train/chicken_wings/40d8f689-0cf8-487b-9f71-6de66001848b.jpg'),\n",
       " PosixPath('10_whole_foods/train/chicken_wings/2f321266-74ba-428c-b7fb-8779a08ff9c8.jpg'),\n",
       " PosixPath('10_whole_foods/train/chicken_wings/d71ea7cb-b3a1-45db-846f-cd2553f38434.jpg')]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get all files in targ dir\n",
    "file_list = list(pathlib.Path(\"10_whole_foods/\").glob(\"*/*/*.jpg\"))\n",
    "file_list\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "818"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(file_list) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving resized image from: 10_whole_foods/test/carrots/7d72ffdd-c1c5-4635-89d2-34fb4e5fbf31.jpg \n",
      "to: data/10_whole_foods/test/carrots/7d72ffdd-c1c5-4635-89d2-34fb4e5fbf31.jpg\n",
      "Saving resized image from: 10_whole_foods/test/carrots/50b5b9e8-9e41-4e31-b02e-205433d8bbee.jpg \n",
      "to: data/10_whole_foods/test/carrots/50b5b9e8-9e41-4e31-b02e-205433d8bbee.jpg\n",
      "Saving resized image from: 10_whole_foods/test/carrots/19367379-ecd4-43f1-b4bf-8c6d0e42df7a.jpg \n",
      "to: data/10_whole_foods/test/carrots/19367379-ecd4-43f1-b4bf-8c6d0e42df7a.jpg\n",
      "Saving resized image from: 10_whole_foods/test/carrots/17a04fd6-b229-493c-b553-202c7fb7e990.jpg \n",
      "to: data/10_whole_foods/test/carrots/17a04fd6-b229-493c-b553-202c7fb7e990.jpg\n",
      "Saving resized image from: 10_whole_foods/test/carrots/ea8a4ff9-d176-4bfa-8e07-c2cc14707d8d.jpg \n",
      "to: data/10_whole_foods/test/carrots/ea8a4ff9-d176-4bfa-8e07-c2cc14707d8d.jpg\n",
      "Saving resized image from: 10_whole_foods/test/carrots/c22185f7-007e-42db-869f-9fcdd93b533e.jpg \n",
      "to: data/10_whole_foods/test/carrots/c22185f7-007e-42db-869f-9fcdd93b533e.jpg\n",
      "Saving resized image from: 10_whole_foods/test/carrots/f9ca45cc-c993-4213-b14d-d370320f41aa.jpg \n",
      "to: data/10_whole_foods/test/carrots/f9ca45cc-c993-4213-b14d-d370320f41aa.jpg\n",
      "Saving resized image from: 10_whole_foods/test/carrots/a549c0e5-31a8-4267-b5ff-469ec7c3f350.jpg \n",
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      "Saving resized image from: 10_whole_foods/test/carrots/4c82895c-6674-44f0-a5ea-9128874194ec.jpg \n",
      "to: data/10_whole_foods/test/carrots/4c82895c-6674-44f0-a5ea-9128874194ec.jpg\n",
      "Saving resized image from: 10_whole_foods/test/carrots/e35a7837-0ef6-4fa0-a56c-6d8afcd85230.jpg \n",
      "to: data/10_whole_foods/test/carrots/e35a7837-0ef6-4fa0-a56c-6d8afcd85230.jpg\n",
      "Saving resized image from: 10_whole_foods/test/carrots/d041f503-0b14-457c-9823-a01ac9a029f7.jpg \n",
      "to: data/10_whole_foods/test/carrots/d041f503-0b14-457c-9823-a01ac9a029f7.jpg\n",
      "Saving resized image from: 10_whole_foods/test/carrots/9a9f8ba7-dfed-4a62-9f9b-58d9806c26a2.jpg \n",
      "to: data/10_whole_foods/test/carrots/9a9f8ba7-dfed-4a62-9f9b-58d9806c26a2.jpg\n",
      "Saving resized image from: 10_whole_foods/test/carrots/373b2a05-3281-43d4-a6ab-f7230f4c4f38.jpg \n",
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      "Saving resized image from: 10_whole_foods/test/carrots/f54b730a-51f5-4281-8193-fe211604ec65.jpg \n",
      "to: data/10_whole_foods/test/carrots/f54b730a-51f5-4281-8193-fe211604ec65.jpg\n",
      "Saving resized image from: 10_whole_foods/test/carrots/7c182ab7-4f8e-4a20-9b95-d9f087b3c1db.jpg \n",
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      "Saving resized image from: 10_whole_foods/test/carrots/70571126-3501-4aff-a104-dfb13a1a2c83.jpg \n",
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      "Saving resized image from: 10_whole_foods/test/carrots/c8283750-34b8-4740-b99f-e05ccf067a91.jpg \n",
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      "Saving resized image from: 10_whole_foods/test/mushrooms/3df09847-72c8-4814-8f2b-a4ba6bf2a682.jpg \n",
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      "Saving resized image from: 10_whole_foods/test/mushrooms/46718310-c8a7-4477-b2e0-922b97227098.jpg \n",
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      "Saving resized image from: 10_whole_foods/test/mushrooms/5d0485ef-2418-4cd0-ab73-58ce9a99da9a.jpg \n",
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      "Saving resized image from: 10_whole_foods/test/mushrooms/c54b09d4-b372-4ca2-acde-18417f7e26d8.jpg \n",
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      "Saving resized image from: 10_whole_foods/test/mushrooms/6bdfc054-2afd-4429-a03b-8c7ca43e81d7.jpg \n",
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      "Saving resized image from: 10_whole_foods/test/mushrooms/d34c8181-806f-43d1-8204-a8ee0e8e667c.jpg \n",
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      "Saving resized image from: 10_whole_foods/test/mushrooms/50488d78-d44c-4e3c-91b0-115c164d09b4.jpg \n",
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      "Saving resized image from: 10_whole_foods/test/mushrooms/6db09dc0-89f0-4957-9bf6-6d2c5d2fb29e.jpg \n",
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      "Saving resized image from: 10_whole_foods/test/mushrooms/301f0994-427b-43e0-9b09-b31b782bc8d2.jpg \n",
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      "Saving resized image from: 10_whole_foods/test/mushrooms/26cba37d-5865-4656-85b9-aec315f24af5.jpg \n",
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      "Saving resized image from: 10_whole_foods/test/apple/785976d8-1e6f-460a-9770-50d4e811d80b.jpg \n",
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      "Saving resized image from: 10_whole_foods/test/apple/6e8eb37d-7ba4-4842-9b04-073323132a02.jpg \n",
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      "Saving resized image from: 10_whole_foods/test/apple/9481309c-5ae0-4a8a-ac28-273ef0e1f4a5.jpg \n",
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      "Saving resized image from: 10_whole_foods/test/strawberries/4f7b16f3-d936-4164-87f7-daf18fc08c87.jpg \n",
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      "Saving resized image from: 10_whole_foods/train/chicken_wings/a013cc18-6f10-4a47-b474-a5e0540761bd.jpg \n",
      "to: data/10_whole_foods/train/chicken_wings/a013cc18-6f10-4a47-b474-a5e0540761bd.jpg\n",
      "Saving resized image from: 10_whole_foods/train/chicken_wings/9bf5c372-2a02-4a9f-b7b4-bb426ea92dc8.jpg \n",
      "to: data/10_whole_foods/train/chicken_wings/9bf5c372-2a02-4a9f-b7b4-bb426ea92dc8.jpg\n",
      "Saving resized image from: 10_whole_foods/train/chicken_wings/0049d13b-50e9-4780-a47f-4d2de82035f2.jpg \n",
      "to: data/10_whole_foods/train/chicken_wings/0049d13b-50e9-4780-a47f-4d2de82035f2.jpg\n",
      "Saving resized image from: 10_whole_foods/train/chicken_wings/9faa1496-fc6a-480d-9374-ea77fd9ebd38.jpg \n",
      "to: data/10_whole_foods/train/chicken_wings/9faa1496-fc6a-480d-9374-ea77fd9ebd38.jpg\n",
      "Saving resized image from: 10_whole_foods/train/chicken_wings/ffb8ddfe-2ba7-403d-ae82-2b73f90160ce.jpg \n",
      "to: data/10_whole_foods/train/chicken_wings/ffb8ddfe-2ba7-403d-ae82-2b73f90160ce.jpg\n",
      "Saving resized image from: 10_whole_foods/train/chicken_wings/be14524e-05f4-4add-81d0-37ad5b557c1a.jpg \n",
      "to: data/10_whole_foods/train/chicken_wings/be14524e-05f4-4add-81d0-37ad5b557c1a.jpg\n",
      "Saving resized image from: 10_whole_foods/train/chicken_wings/84afef8c-ef4e-42f9-9058-fc8bbde82402.jpg \n",
      "to: data/10_whole_foods/train/chicken_wings/84afef8c-ef4e-42f9-9058-fc8bbde82402.jpg\n",
      "Saving resized image from: 10_whole_foods/train/chicken_wings/66f9730a-d620-44c9-8925-182238cb409b.jpg \n",
      "to: data/10_whole_foods/train/chicken_wings/66f9730a-d620-44c9-8925-182238cb409b.jpg\n",
      "Saving resized image from: 10_whole_foods/train/chicken_wings/195a9fbd-939c-4197-8d21-121193a87d03.jpg \n",
      "to: data/10_whole_foods/train/chicken_wings/195a9fbd-939c-4197-8d21-121193a87d03.jpg\n",
      "Saving resized image from: 10_whole_foods/train/chicken_wings/a6ff49a6-ad2a-4cfc-a080-124ab350a530.jpg \n",
      "to: data/10_whole_foods/train/chicken_wings/a6ff49a6-ad2a-4cfc-a080-124ab350a530.jpg\n",
      "Saving resized image from: 10_whole_foods/train/chicken_wings/2c2d0eac-6b08-4c72-a2e8-258b191c0252.jpg \n",
      "to: data/10_whole_foods/train/chicken_wings/2c2d0eac-6b08-4c72-a2e8-258b191c0252.jpg\n",
      "Saving resized image from: 10_whole_foods/train/chicken_wings/b9da624a-9f5c-4bb2-baa6-521783588205.jpg \n",
      "to: data/10_whole_foods/train/chicken_wings/b9da624a-9f5c-4bb2-baa6-521783588205.jpg\n",
      "Saving resized image from: 10_whole_foods/train/chicken_wings/3b191f97-0b37-472c-88b9-9004a2247f3b.jpg \n",
      "to: data/10_whole_foods/train/chicken_wings/3b191f97-0b37-472c-88b9-9004a2247f3b.jpg\n",
      "Saving resized image from: 10_whole_foods/train/chicken_wings/4e07e51a-611f-43ee-b044-c0dc385be392.jpg \n",
      "to: data/10_whole_foods/train/chicken_wings/4e07e51a-611f-43ee-b044-c0dc385be392.jpg\n",
      "Saving resized image from: 10_whole_foods/train/chicken_wings/d68dc466-d233-4fd4-b658-cbac75acf023.jpg \n",
      "to: data/10_whole_foods/train/chicken_wings/d68dc466-d233-4fd4-b658-cbac75acf023.jpg\n",
      "Saving resized image from: 10_whole_foods/train/chicken_wings/d6e5ad90-013c-46b2-9ccb-f33ef7b28f61.jpg \n",
      "to: data/10_whole_foods/train/chicken_wings/d6e5ad90-013c-46b2-9ccb-f33ef7b28f61.jpg\n",
      "Saving resized image from: 10_whole_foods/train/chicken_wings/fcb4b348-9088-4754-8f77-a6702649fda9.jpg \n",
      "to: data/10_whole_foods/train/chicken_wings/fcb4b348-9088-4754-8f77-a6702649fda9.jpg\n",
      "Saving resized image from: 10_whole_foods/train/chicken_wings/3541f970-548f-46a7-a0f6-fb3af367bba8.jpg \n",
      "to: data/10_whole_foods/train/chicken_wings/3541f970-548f-46a7-a0f6-fb3af367bba8.jpg\n",
      "Saving resized image from: 10_whole_foods/train/chicken_wings/bee4fa29-cd6d-4feb-b1c3-5cbf3557b689.jpg \n",
      "to: data/10_whole_foods/train/chicken_wings/bee4fa29-cd6d-4feb-b1c3-5cbf3557b689.jpg\n",
      "Saving resized image from: 10_whole_foods/train/chicken_wings/d81fc430-630f-4a3c-937d-ed8d350d00c1.jpg \n",
      "to: data/10_whole_foods/train/chicken_wings/d81fc430-630f-4a3c-937d-ed8d350d00c1.jpg\n",
      "Saving resized image from: 10_whole_foods/train/chicken_wings/e646e512-a93b-4c05-a75f-aab1d4b4bb3d.jpg \n",
      "to: data/10_whole_foods/train/chicken_wings/e646e512-a93b-4c05-a75f-aab1d4b4bb3d.jpg\n",
      "Saving resized image from: 10_whole_foods/train/chicken_wings/0c4afa01-91fb-43f2-be0a-b0e55c0d407a.jpg \n",
      "to: data/10_whole_foods/train/chicken_wings/0c4afa01-91fb-43f2-be0a-b0e55c0d407a.jpg\n",
      "Saving resized image from: 10_whole_foods/train/chicken_wings/cf0aba9a-0d3f-47e8-9420-78597cfd0a8d.jpg \n",
      "to: data/10_whole_foods/train/chicken_wings/cf0aba9a-0d3f-47e8-9420-78597cfd0a8d.jpg\n",
      "Saving resized image from: 10_whole_foods/train/chicken_wings/6dcad646-8a5c-44fa-a5b6-d24cae2422a5.jpg \n",
      "to: data/10_whole_foods/train/chicken_wings/6dcad646-8a5c-44fa-a5b6-d24cae2422a5.jpg\n",
      "Saving resized image from: 10_whole_foods/train/chicken_wings/40d8f689-0cf8-487b-9f71-6de66001848b.jpg \n",
      "to: data/10_whole_foods/train/chicken_wings/40d8f689-0cf8-487b-9f71-6de66001848b.jpg\n",
      "Saving resized image from: 10_whole_foods/train/chicken_wings/2f321266-74ba-428c-b7fb-8779a08ff9c8.jpg \n",
      "to: data/10_whole_foods/train/chicken_wings/2f321266-74ba-428c-b7fb-8779a08ff9c8.jpg\n",
      "Saving resized image from: 10_whole_foods/train/chicken_wings/d71ea7cb-b3a1-45db-846f-cd2553f38434.jpg \n",
      "to: data/10_whole_foods/train/chicken_wings/d71ea7cb-b3a1-45db-846f-cd2553f38434.jpg\n"
     ]
    }
   ],
   "source": [
    "# Reshape images to 800x800\n",
    "size = 800, 800\n",
    "targ_dir = \"../data/\"\n",
    "\n",
    "# Resize images\n",
    "for filepath in file_list:\n",
    "    img = Image.open(filepath).convert(\"RGB\")\n",
    "    img.thumbnail(size, Image.ANTIALIAS)\n",
    "    save_path = pathlib.Path(targ_dir, filepath)\n",
    "    print(f\"Saving resized image from: {filepath} \\nto: {save_path}\")\n",
    "    os.makedirs(save_path.parent, exist_ok=True)\n",
    "    img.save(save_path, format=\"JPEG\")"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "3fbe1355223f7b2ffc113ba3ade6a2b520cadace5d5ec3e828c83ce02eb221bf"
  },
  "kernelspec": {
   "display_name": "Python 3.9.7 64-bit (conda)",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
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  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
